Classify This! is a free interactive game that teaches the fundamentals of machine learning classification through visual pattern recognition. Each round presents a 2D scatter plot with labeled data points and one unlabeled mystery point. Your job is to figure out the pattern and classify the mystery point correctly.
Over 15 rounds of increasing difficulty, you encounter the real-world patterns that different ML algorithms are designed to solve — from simple linear separators to spiraling data that only deep neural networks can untangle. A combo system rewards streaks, and after each round you see the actual decision boundary the algorithm would draw.
Classify This! is part of the Kudos AI Play & Learn collection. Explore our AI tutorials to dive deeper into the algorithms you encounter here.